Daly Ventures AI Lab · Live prototype

A listing is designed to sell.
RealInsight is designed to question it.

See how bounded AI, deterministic rules, and human confirmation turn messy property language into a reviewable decision brief.

Try a safe demo ↓No sign-up · No data saved · About 60 seconds

RIBounded
agent

01Extract

02Confirm

03Apply rules

04Act

01Source-bound factsEvery extracted value shows its quote.

02Human approvalYou correct or confirm before analysis.

03Code-enforced rulesThe model cannot override a hard stop.

04Safe abstentionUnknown evidence stays unknown.

Live decision workflow

From listing copy to a defensible next step.

1Bring listing2Review facts3Decision brief

Your decision lens

Define three boundaries.

Maximum budget

One essential featureOne deal-breaker

These are buyer-specific rules—not claims about a neighborhood or a property’s market value.

Bring one listing

Use a safe demo or paste text.

or paste listing text

Listing description

Synthetic example — not a live listing
28 Alder Lane, Northfield, MI 48000
$382,000 | 3 beds | 2 baths | 1,610 sq ft
Status: Active
Days on market: 41

Fictional listing copy: Brick home with a two-car garage, fenced yard, hardwood floors, and a dedicated home office. The kitchen was updated in 2021. Seller is relocating. Roof age is not stated.

Data boundary

Nothing is saved to a shortlist. If live AI is enabled, confirmed listing text is sent to OpenAI only for bounded question drafting.

What this demonstrates

Agentic does not have to mean uncontrolled.

RealInsight is a compact example of how Daly Ventures turns an ambiguous workflow into a governed, useful AI system.

01 · Interpret

AI handles ambiguity

Language models turn messy text into structured findings and targeted follow-up questions.

02 · Ground

Evidence stays visible

Extracted values retain their source excerpts. Missing evidence is never silently filled in.

03 · Govern

Code owns authority

Budget, deal-breakers, scoring, and decision states live in versioned deterministic rules.

04 · Approve

People stay in control

A human confirmation gate separates machine interpretation from consequential action.

PatternInterpret → Ground → Govern → Approve

The same pattern can support customer operations, intake, triage, compliance, reporting, and decision workflows.

From prototype to production

What would this pattern unlock in your business?

Daly Ventures helps leaders identify the right AI workflow, prototype it quickly, and design the controls needed to deploy it responsibly.

Discuss an AI pilot ↗